{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-12T22:17:19.603440Z",
     "start_time": "2019-02-12T22:17:19.523397Z"
    }
   },
   "source": [
    "<h1><center> Facial Emotion Recognition - Live Prediction</center></h1>\n",
    "<center> A project for the French Employment Agency </center>\n",
    "<center> Telecom ParisTech 2018-2019 </center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# I. Context"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The aim of this notebook is to explore facial emotion recognition techniques from a live webcam video stream. \n",
    "\n",
    "The data set used for training is the Kaggle FER2013 emotion recognition data set : https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/data\n",
    "\n",
    "The models explored include :\n",
    "- Manual filters \n",
    "- Deep Learning Architectures\n",
    "- DenseNet Inspired Architectures\n",
    "\n",
    "This model will be combined with voice emotion recongition as well as psychological traits extracted from text inputs, and should provide a benchmark and a deep analysis of both verbal and non-verbal insights for candidates seeking for a job and their performance during an interview."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# II. General imports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Versions used :"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Python : 3.6.5\n",
    "Tensorflow : 1.10.1\n",
    "Keras : 2.2.2\n",
    "Numpy : 1.15.4\n",
    "OpenCV : 4.0.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:16.987262Z",
     "start_time": "2019-04-12T08:02:09.395144Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "/anaconda3/lib/python3.6/site-packages/requests/__init__.py:80: RequestsDependencyWarning: urllib3 (1.21.1) or chardet (2.3.0) doesn't match a supported version!\n",
      "  RequestsDependencyWarning)\n",
      "Using TensorFlow backend.\n",
      "/anaconda3/lib/python3.6/site-packages/ggplot/utils.py:81: FutureWarning: pandas.tslib is deprecated and will be removed in a future version.\n",
      "You can access Timestamp as pandas.Timestamp\n",
      "  pd.tslib.Timestamp,\n"
     ]
    }
   ],
   "source": [
    "### General imports ###\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from time import time\n",
    "from time import sleep\n",
    "import re\n",
    "import os\n",
    "import argparse\n",
    "from collections import OrderedDict\n",
    "import matplotlib.animation as animation\n",
    "\n",
    "### Image processing ###\n",
    "from scipy.ndimage import zoom\n",
    "from scipy.spatial import distance\n",
    "import imutils\n",
    "from scipy import ndimage\n",
    "import cv2\n",
    "import dlib\n",
    "from __future__ import division\n",
    "from imutils import face_utils\n",
    "\n",
    "### Deep Learning models ###\n",
    "import tensorflow.keras\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img\n",
    "from tensorflow.keras.callbacks import TensorBoard\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense, Dropout, Activation, Flatten\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, SeparableConv2D\n",
    "from tensorflow.keras.layers import Dense, Dropout, Activation, Flatten, Conv2D, MaxPooling2D, SeparableConv2D, ZeroPadding2D, UpSampling2D, BatchNormalization, Input, GlobalAveragePooling2D, AveragePooling2D\n",
    "#from tensorflow. keras.utils import np_utils\n",
    "from tensorflow.keras.regularizers import l2\n",
    "from tensorflow.keras.optimizers import SGD, RMSprop\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "from tensorflow.keras.layers import BatchNormalization\n",
    "from tensorflow.keras import models\n",
    "from keras.utils.vis_utils import plot_model\n",
    "from tensorflow.keras.layers import Input, GlobalAveragePooling2D\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras import layers\n",
    "from tensorflow.keras.applications import densenet\n",
    "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau\n",
    "\n",
    "### Build SVM models ###\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn import svm\n",
    "\n",
    "### Same trained models ###\n",
    "import h5py\n",
    "from keras.models import model_from_json\n",
    "import pickle\n",
    "\n",
    "### Visualization ###\n",
    "from ggplot import *\n",
    "import time\n",
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# III. Import datas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:16.994861Z",
     "start_time": "2019-04-12T08:02:16.990061Z"
    }
   },
   "outputs": [],
   "source": [
    "path = '/Users/maelfabien/filrouge_pole_emploi/Video/'\n",
    "local_path = '/Users/maelfabien/Desktop/LocalDB/Videos/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:17.654243Z",
     "start_time": "2019-04-12T08:02:16.998104Z"
    }
   },
   "outputs": [],
   "source": [
    "X_train = np.load(local_path + \"X_train.npy\")\n",
    "X_test = np.load(local_path + \"X_test.npy\")\n",
    "y_train = np.load(local_path + \"y_train.npy\")\n",
    "y_test = np.load(local_path + \"y_test.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:17.671405Z",
     "start_time": "2019-04-12T08:02:17.659758Z"
    }
   },
   "outputs": [],
   "source": [
    "shape_x = 48\n",
    "shape_y = 48\n",
    "nRows,nCols,nDims = X_train.shape[1:]\n",
    "input_shape = (nRows, nCols, nDims)\n",
    "classes = np.unique(y_train)\n",
    "nClasses = len(classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T10:13:28.596082Z",
     "start_time": "2019-04-12T10:13:28.585736Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(48, 48, 1)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nRows, nCols, nDims"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IV. Detect Faces"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all, we need to detect the faces inside an image. This will allow us to :\n",
    "- focus on the region of the face\n",
    "- stop the prediction if no face is recognized.\n",
    "\n",
    "To do so, we use OpenCV faceCascade classifier. Object Detection using Haar feature-based cascade classifiers is an effective object detection method proposed by Paul Viola and Michael Jones in their paper, \"Rapid Object Detection using a Boosted Cascade of Simple Features\" in 2001. It is a machine learning based approach where a cascade function is trained from a lot of positive and negative images. It is then used to detect objects in other images.\n",
    "\n",
    "The term \"Cascade\" comes from the fact that when a window is explored and no face edge is identified, the region is left apart and we move on to the next one using Adaboost classifier. This makes the overall process very efficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:17.684740Z",
     "start_time": "2019-04-12T08:02:17.673881Z"
    }
   },
   "outputs": [],
   "source": [
    "def detect_face(frame):\n",
    "    \n",
    "    #Cascade classifier pre-trained model\n",
    "    cascPath = '/usr/local/lib/python3.7/site-packages/cv2/data/haarcascade_frontalface_default.xml'\n",
    "    faceCascade = cv2.CascadeClassifier(cascPath)\n",
    "    \n",
    "    #BGR -> Gray conversion\n",
    "    gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n",
    "    \n",
    "    #Cascade MultiScale classifier\n",
    "    detected_faces = faceCascade.detectMultiScale(gray,scaleFactor=1.1,minNeighbors=6,\n",
    "                                                  minSize=(shape_x, shape_y),\n",
    "                                                  flags=cv2.CASCADE_SCALE_IMAGE)\n",
    "    coord = []\n",
    "    \n",
    "    for x, y, w, h in detected_faces :\n",
    "        if w > 100 :\n",
    "            sub_img=frame[y:y+h,x:x+w]\n",
    "            cv2.rectangle(frame,(x,y),(x+w,y+h),(0, 255,255),1)\n",
    "            coord.append([x,y,w,h])\n",
    "    \n",
    "    return gray, detected_faces, coord"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:17.706127Z",
     "start_time": "2019-04-12T08:02:17.689299Z"
    }
   },
   "outputs": [],
   "source": [
    "#Extraire les features faciales\n",
    "def extract_face_features(faces, offset_coefficients=(0.075, 0.05)):\n",
    "    gray = faces[0]\n",
    "    detected_face = faces[1]\n",
    "    \n",
    "    new_face = []\n",
    "    \n",
    "    for det in detected_face :\n",
    "        #Region dans laquelle la face est détectée\n",
    "        x, y, w, h = det\n",
    "        #X et y correspondent à la conversion en gris par gray, et w, h correspondent à la hauteur/largeur\n",
    "    \n",
    "        #Offset coefficient, np.floor takes the lowest integer (delete border of the image)\n",
    "        horizontal_offset = np.int(np.floor(offset_coefficients[0] * w))\n",
    "        vertical_offset = np.int(np.floor(offset_coefficients[1] * h))\n",
    "\n",
    "        #gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n",
    "        #gray transforme l'image\n",
    "        extracted_face = gray[y+vertical_offset:y+h, x+horizontal_offset:x-horizontal_offset+w]\n",
    "    \n",
    "        #Zoom sur la face extraite\n",
    "        new_extracted_face = zoom(extracted_face, (shape_x / extracted_face.shape[0],shape_y / extracted_face.shape[1]))\n",
    "        #cast type float\n",
    "        new_extracted_face = new_extracted_face.astype(np.float32)\n",
    "        #scale\n",
    "        new_extracted_face /= float(new_extracted_face.max())\n",
    "        #print(new_extracted_face)\n",
    "    \n",
    "        new_face.append(new_extracted_face)\n",
    "    \n",
    "    return new_face"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initial picture :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:18.762144Z",
     "start_time": "2019-04-12T08:02:18.380019Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c32a65b00>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trump = '/Users/maelfabien/MER/Video/Test_Images/trump.jpg'\n",
    "trump_face = cv2.imread(trump, cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(trump_face)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extracted face :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:19.753207Z",
     "start_time": "2019-04-12T08:02:19.375728Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c3295b6d8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "face = extract_face_features(detect_face(trump_face))[0]\n",
    "plt.imshow(face)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# V. Load model and visualize layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:20.095739Z",
     "start_time": "2019-04-12T08:02:20.076416Z"
    }
   },
   "outputs": [],
   "source": [
    "def entry_flow(inputs) :\n",
    "    \n",
    "    x = Conv2D(32, 3, strides = 2, padding='same')(inputs)\n",
    "    x = BatchNormalization()(x)\n",
    "    x = Activation('relu')(x)\n",
    "    \n",
    "    x = Conv2D(64,3,padding='same')(x)\n",
    "    x = BatchNormalization()(x)\n",
    "    x = Activation('relu')(x)\n",
    "    \n",
    "    previous_block_activation = x\n",
    "    \n",
    "    for size in [64, 128, 256] :\n",
    "    \n",
    "        x = Activation('relu')(x)\n",
    "        x = SeparableConv2D(size, 3, padding='same')(x)\n",
    "        x = BatchNormalization()(x)\n",
    "    \n",
    "        x = Activation('relu')(x)\n",
    "        x = SeparableConv2D(size, 3, padding='same')(x)\n",
    "        x = BatchNormalization()(x)\n",
    "        \n",
    "        x = MaxPooling2D(3, strides=2, padding='same')(x)\n",
    "        \n",
    "        residual = Conv2D(size, 1, strides=2, padding='same')(previous_block_activation)\n",
    "        \n",
    "        x = tensorflow.keras.layers.Add()([x, residual])\n",
    "        previous_block_activation = x\n",
    "    \n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:20.649026Z",
     "start_time": "2019-04-12T08:02:20.637249Z"
    }
   },
   "outputs": [],
   "source": [
    "def middle_flow(x, num_blocks=8) :\n",
    "    \n",
    "    previous_block_activation = x\n",
    "    \n",
    "    for _ in range(num_blocks) :\n",
    "    \n",
    "        x = Activation('relu')(x)\n",
    "        x = SeparableConv2D(256, 3, padding='same')(x)\n",
    "        x = BatchNormalization()(x)\n",
    "    \n",
    "        x = Activation('relu')(x)\n",
    "        x = SeparableConv2D(256, 3, padding='same')(x)\n",
    "        x = BatchNormalization()(x)\n",
    "        \n",
    "        x = Activation('relu')(x)\n",
    "        x = SeparableConv2D(256, 3, padding='same')(x)\n",
    "        x = BatchNormalization()(x)\n",
    "        \n",
    "        x = tensorflow.keras.layers.Add()([x, previous_block_activation])\n",
    "        previous_block_activation = x\n",
    "    \n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:21.428426Z",
     "start_time": "2019-04-12T08:02:21.403582Z"
    }
   },
   "outputs": [],
   "source": [
    "def exit_flow(x) :\n",
    "    \n",
    "    previous_block_activation = x\n",
    "    \n",
    "    x = Activation('relu')(x)\n",
    "    x = SeparableConv2D(256, 3, padding='same')(x)\n",
    "    x = BatchNormalization()(x)\n",
    "    \n",
    "    x = Activation('relu')(x)\n",
    "    x = SeparableConv2D(1024, 3, padding='same')(x)\n",
    "    x = BatchNormalization()(x)\n",
    "    \n",
    "    x = MaxPooling2D(3, strides=2, padding='same')(x)\n",
    "    \n",
    "    residual = Conv2D(1024, 1, strides=2, padding='same')(previous_block_activation)\n",
    "    x = tensorflow.keras.layers.Add()([x, residual])\n",
    "      \n",
    "    x = Activation('relu')(x)\n",
    "    x = SeparableConv2D(728, 3, padding='same')(x)\n",
    "    x = BatchNormalization()(x)\n",
    "    \n",
    "    x = Activation('relu')(x)\n",
    "    x = SeparableConv2D(1024, 3, padding='same')(x)\n",
    "    x = BatchNormalization()(x)\n",
    "    \n",
    "    x = GlobalAveragePooling2D()(x)\n",
    "\n",
    "    x = Dense(7, activation='softmax', activity_regularizer=l2(0.001))(x)\n",
    "    \n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:25.367196Z",
     "start_time": "2019-04-12T08:02:22.181178Z"
    }
   },
   "outputs": [],
   "source": [
    "inputs = Input(shape=(shape_x, shape_y, 1))\n",
    "outputs = exit_flow(middle_flow(entry_flow(inputs)))\n",
    "model = Model(inputs, outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:30.654061Z",
     "start_time": "2019-04-12T08:02:29.952183Z"
    }
   },
   "outputs": [],
   "source": [
    "model.load_weights(local_path + 'savedmodels/xception_2.hdf5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T10:36:03.692014Z",
     "start_time": "2019-04-12T10:35:59.760212Z"
    }
   },
   "outputs": [],
   "source": [
    "model.save(local_path +'final_xception.h5')  # creates a HDF5 file 'my_model.h5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T10:36:32.470614Z",
     "start_time": "2019-04-12T10:36:26.242860Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:No training configuration found in save file: the model was *not* compiled. Compile it manually.\n"
     ]
    }
   ],
   "source": [
    "# returns a compiled model\n",
    "# identical to the previous one\n",
    "from tensorflow.keras.models import load_model\n",
    "model = load_model(local_path +'final_xception.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model."
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:02:28.378991Z",
     "start_time": "2019-04-12T08:02:23.982Z"
    }
   },
   "source": [
    "with open(local_path + 'savedmodels/xception_2.h5','r') as f:\n",
    "    json = f.read()\n",
    "model = model_from_json(json)\n",
    "\n",
    "model.load_weights(local_path + 'savedmodels/xception_2.h5')\n",
    "print(\"Loaded model from disk\")\n",
    "\n",
    "model.load_weights(local_path + 'savedmodels/xception_2.h5')\n",
    "print(\"Loaded model from disk\")\n",
    "\n",
    "model = load_model(local_path + 'savedmodels/xception_2.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VI. Visualize layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:40:57.810536Z",
     "start_time": "2019-04-11T11:40:57.803322Z"
    }
   },
   "outputs": [],
   "source": [
    "layer_outputs = [layer.output for layer in model.layers[:12]] \n",
    "# Extracts the outputs of the top 12 layers\n",
    "activation_model = models.Model(inputs=model.input, outputs=layer_outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:40:58.978305Z",
     "start_time": "2019-04-11T11:40:58.971130Z"
    }
   },
   "outputs": [],
   "source": [
    "layer_names = []\n",
    "for layer in model.layers[:12]:\n",
    "    layer_names.append(layer.name) # Names of the layers, so you can have them as part of your plot\n",
    "    \n",
    "images_per_row = 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:41:01.144166Z",
     "start_time": "2019-04-11T11:40:59.843599Z"
    }
   },
   "outputs": [
    {
     "ename": "InvalidArgumentError",
     "evalue": "input_1_1:0 is both fed and fetched.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mInvalidArgumentError\u001b[0m                      Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-50-834a5a3f76e8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mto_predict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mface\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m48\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m48\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto_predict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mactivations\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mactivation_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto_predict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/tensorflow/python/keras/engine/training.py\u001b[0m in \u001b[0;36mpredict\u001b[0;34m(self, x, batch_size, verbose, steps)\u001b[0m\n\u001b[1;32m   1491\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1492\u001b[0m       return training_arrays.predict_loop(\n\u001b[0;32m-> 1493\u001b[0;31m           self, x, batch_size=batch_size, verbose=verbose, steps=steps)\n\u001b[0m\u001b[1;32m   1494\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1495\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0mtrain_on_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msample_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclass_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/tensorflow/python/keras/engine/training_arrays.py\u001b[0m in \u001b[0;36mpredict_loop\u001b[0;34m(model, inputs, batch_size, verbose, steps)\u001b[0m\n\u001b[1;32m    372\u001b[0m         \u001b[0mins_batch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mins_batch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    373\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 374\u001b[0;31m       \u001b[0mbatch_outs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mins_batch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    375\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch_outs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    376\u001b[0m         \u001b[0mbatch_outs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mbatch_outs\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/tensorflow/python/keras/backend.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, inputs)\u001b[0m\n\u001b[1;32m   2910\u001b[0m         \u001b[0mfeed_symbols\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_feed_symbols\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetches\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_fetches\u001b[0m \u001b[0;32mor\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2911\u001b[0m         session != self._session):\n\u001b[0;32m-> 2912\u001b[0;31m       \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfeed_arrays\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_symbols\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msymbol_vals\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2913\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2914\u001b[0m     \u001b[0mfetched\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_callable_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0marray_vals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/tensorflow/python/keras/backend.py\u001b[0m in \u001b[0;36m_make_callable\u001b[0;34m(self, feed_arrays, feed_symbols, symbol_vals, session)\u001b[0m\n\u001b[1;32m   2855\u001b[0m     \u001b[0mcallable_opts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtarget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdates_op\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2856\u001b[0m     \u001b[0;31m# Create callable.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2857\u001b[0;31m     \u001b[0mcallable_fn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_callable_from_options\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcallable_opts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2858\u001b[0m     \u001b[0;31m# Cache parameters corresponding to the generated callable, so that\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2859\u001b[0m     \u001b[0;31m# we can detect future mismatches and refresh the callable.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_make_callable_from_options\u001b[0;34m(self, callable_options)\u001b[0m\n\u001b[1;32m   1412\u001b[0m     \"\"\"\n\u001b[1;32m   1413\u001b[0m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_extend_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1414\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mBaseSession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_Callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcallable_options\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1415\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1416\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, session, callable_options)\u001b[0m\n\u001b[1;32m   1366\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraise_exception_on_not_ok_status\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mstatus\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1367\u001b[0m           self._handle = tf_session.TF_SessionMakeCallable(\n\u001b[0;32m-> 1368\u001b[0;31m               session._session, options_ptr, status)\n\u001b[0m\u001b[1;32m   1369\u001b[0m       \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1370\u001b[0m         \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_DeleteBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moptions_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/errors_impl.py\u001b[0m in \u001b[0;36m__exit__\u001b[0;34m(self, type_arg, value_arg, traceback_arg)\u001b[0m\n\u001b[1;32m    517\u001b[0m             \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    518\u001b[0m             \u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc_api\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_Message\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 519\u001b[0;31m             c_api.TF_GetCode(self.status.status))\n\u001b[0m\u001b[1;32m    520\u001b[0m     \u001b[0;31m# Delete the underlying status object from memory otherwise it stays alive\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    521\u001b[0m     \u001b[0;31m# as there is a reference to status from this from the traceback due to\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mInvalidArgumentError\u001b[0m: input_1_1:0 is both fed and fetched."
     ]
    }
   ],
   "source": [
    "trump = '/Users/maelfabien/MER/Video/Test_Images/trump.jpg'\n",
    "trump_face = cv2.imread(trump)\n",
    "face = extract_face_features(detect_face(trump_face))[0]\n",
    "\n",
    "to_predict = np.reshape(face.flatten(), (1,48,48,1))\n",
    "res = model.predict(to_predict)\n",
    "activations = activation_model.predict(to_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:41:07.857459Z",
     "start_time": "2019-04-11T11:41:07.827438Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'activations' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-51-9ad38b68f25c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mlayer_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayer_activation\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlayer_names\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mactivations\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# Displays the feature maps\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m     \u001b[0mn_features\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlayer_activation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;31m# Number of features in the feature map\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0msize\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlayer_activation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;31m#The feature map has shape (1, size, size, n_features).\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mn_cols\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mn_features\u001b[0m \u001b[0;34m//\u001b[0m \u001b[0mimages_per_row\u001b[0m \u001b[0;31m# Tiles the activation channels in this matrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mdisplay_grid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mn_cols\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimages_per_row\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'activations' is not defined"
     ]
    }
   ],
   "source": [
    "for layer_name, layer_activation in zip(layer_names, activations): # Displays the feature maps\n",
    "    n_features = layer_activation.shape[-1] # Number of features in the feature map\n",
    "    size = layer_activation.shape[1] #The feature map has shape (1, size, size, n_features).\n",
    "    n_cols = n_features // images_per_row # Tiles the activation channels in this matrix\n",
    "    display_grid = np.zeros((size * n_cols, images_per_row * size))\n",
    "    for col in range(n_cols): # Tiles each filter into a big horizontal grid\n",
    "        for row in range(images_per_row):\n",
    "            channel_image = layer_activation[0,:, :,col * images_per_row + row]\n",
    "            channel_image -= channel_image.mean() # Post-processes the feature to make it visually palatable\n",
    "            channel_image /= channel_image.std()\n",
    "            channel_image *= 64\n",
    "            channel_image += 128\n",
    "            channel_image = np.clip(channel_image, 0, 255).astype('uint8')\n",
    "            display_grid[col * size : (col + 1) * size, # Displays the grid\n",
    "                         row * size : (row + 1) * size] = channel_image\n",
    "    scale = 1. / size\n",
    "    plt.figure(figsize=(scale * display_grid.shape[1],\n",
    "                        scale * display_grid.shape[0]))\n",
    "    plt.title(layer_name)\n",
    "    plt.grid(False)\n",
    "    plt.imshow(display_grid, aspect='auto', cmap='viridis')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VII. Making a prediction on an image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:41:11.244801Z",
     "start_time": "2019-04-11T11:41:11.234093Z"
    }
   },
   "outputs": [],
   "source": [
    "hanks = '/Users/maelfabien/MER/Video/Test_Images/hanks_vs.jpg'\n",
    "hanks_face = cv2.imread(hanks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:41:12.542574Z",
     "start_time": "2019-04-11T11:41:11.908911Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored in: <bound method BaseSession._Callable.__del__ of <tensorflow.python.client.session.BaseSession._Callable object at 0x1a496852b0>>\n",
      "Traceback (most recent call last):\n",
      "  File \"/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py\", line 1398, in __del__\n",
      "    self._session._session, self._handle, status)\n",
      "  File \"/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/errors_impl.py\", line 519, in __exit__\n",
      "    c_api.TF_GetCode(self.status.status))\n",
      "tensorflow.python.framework.errors_impl.InvalidArgumentError: No such callable handle: 140696414133040\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a481dbeb8>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "plt.imshow(cv2.cvtColor(hanks_face, cv2.COLOR_BGR2RGB))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:41:13.253740Z",
     "start_time": "2019-04-11T11:41:12.702467Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "plt.imshow(detect_face(hanks_face)[0], 'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:41:24.110129Z",
     "start_time": "2019-04-11T11:41:23.428130Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for face in extract_face_features(detect_face(hanks_face)) :\n",
    "    plt.figure(figsize=(10,10))\n",
    "    plt.imshow(face, 'gray')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-11T11:41:24.858420Z",
     "start_time": "2019-04-11T11:41:24.742448Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "for face in extract_face_features(detect_face(hanks_face)) :\n",
    "    to_predict = np.reshape(face.flatten(), (1,48,48,1))\n",
    "    res = model.predict(to_predict)\n",
    "    result_num = np.argmax(res)\n",
    "    print(result_num)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T10:03:47.164468Z",
     "start_time": "2018-12-27T10:03:47.156886Z"
    }
   },
   "source": [
    "This corresponds to the Happy Labels which is a good prediction."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IX. Enhanced Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This basic step is now woring properly and results are quite satisfying. There are lots of sources of improvements we'll try to implement over time :\n",
    "- add features from manually selected filters (e.g Gabor filters)\n",
    "- take into account the frequency of eye blinks\n",
    "- take into account the symetry of the keypoints on a face\n",
    "- display all the keypoints of the face\n",
    "- align the face by scaling of the facial features\n",
    "- add emojis translating the emotion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## a. Frequency of eye blink"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:03:06.260908Z",
     "start_time": "2019-04-12T08:03:06.255895Z"
    }
   },
   "outputs": [],
   "source": [
    "def eye_aspect_ratio(eye):\n",
    "\tA = distance.euclidean(eye[1], eye[5])\n",
    "\tB = distance.euclidean(eye[2], eye[4])\n",
    "\tC = distance.euclidean(eye[0], eye[3])\n",
    "\tear = (A + B) / (2.0 * C)\n",
    "\treturn ear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:03:08.266052Z",
     "start_time": "2019-04-12T08:03:06.899425Z"
    }
   },
   "outputs": [],
   "source": [
    "thresh = 0.25\n",
    "frame_check = 20\n",
    "face_detect = dlib.get_frontal_face_detector()\n",
    "predictor_landmarks = dlib.shape_predictor(\"/Users/maelfabien/Desktop/LocalDB/Videos/landmarks/shape_predictor_68_face_landmarks.dat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:03:08.273518Z",
     "start_time": "2019-04-12T08:03:08.268387Z"
    }
   },
   "outputs": [],
   "source": [
    "(lStart, lEnd) = face_utils.FACIAL_LANDMARKS_IDXS[\"left_eye\"]\n",
    "(rStart, rEnd) = face_utils.FACIAL_LANDMARKS_IDXS[\"right_eye\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## b. Detect Keypoints to plot them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:03:08.482924Z",
     "start_time": "2019-04-12T08:03:08.474775Z"
    }
   },
   "outputs": [],
   "source": [
    "(nStart, nEnd) = face_utils.FACIAL_LANDMARKS_IDXS[\"nose\"]\n",
    "(mStart, mEnd) = face_utils.FACIAL_LANDMARKS_IDXS[\"mouth\"]\n",
    "(jStart, jEnd) = face_utils.FACIAL_LANDMARKS_IDXS[\"jaw\"]\n",
    "\n",
    "(eblStart, eblEnd) = face_utils.FACIAL_LANDMARKS_IDXS[\"left_eyebrow\"]\n",
    "(ebrStart, ebrEnd) = face_utils.FACIAL_LANDMARKS_IDXS[\"right_eyebrow\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## c. Face Alignment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T08:34:57.918025Z",
     "start_time": "2019-04-12T08:34:57.872654Z"
    },
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "desiredLeftEye=(0.35, 0.35)\n",
    "\n",
    "def align(gray, rect):\n",
    "    # convert the landmark (x, y)-coordinates to a NumPy array\n",
    "    shape = predictor(gray, rect)\n",
    "    shape = shape_to_np(shape)\n",
    " \n",
    "    # extract the left and right eye (x, y)-coordinates\n",
    "    (lStart, lEnd) = FACIAL_LANDMARKS_IDXS[\"left_eye\"]\n",
    "    (rStart, rEnd) = FACIAL_LANDMARKS_IDXS[\"right_eye\"]\n",
    "    leftEyePts = shape[lStart:lEnd]\n",
    "    rightEyePts = shape[rStart:rEnd]\n",
    "        \n",
    "    # compute the center of mass for each eye\n",
    "    leftEyeCenter = leftEyePts.mean(axis=0).astype(\"int\")\n",
    "    rightEyeCenter = rightEyePts.mean(axis=0).astype(\"int\")\n",
    " \n",
    "    # compute the angle between the eye centroids\n",
    "    dY = rightEyeCenter[1] - leftEyeCenter[1]\n",
    "    dX = rightEyeCenter[0] - leftEyeCenter[0]\n",
    "    angle = np.degrees(np.arctan2(dY, dX)) - 180\n",
    "        \n",
    "    # compute the desired right eye x-coordinate based on the\n",
    "    # desired x-coordinate of the left eye\n",
    "    desiredRightEyeX = 1.0 - desiredLeftEye[0]\n",
    " \n",
    "    # determine the scale of the new resulting image by taking\n",
    "    # the ratio of the distance between eyes in the *current*\n",
    "    # image to the ratio of distance between eyes in the\n",
    "    # *desired* image\n",
    "    dist = np.sqrt((dX ** 2) + (dY ** 2))\n",
    "    desiredDist = (desiredRightEyeX - desiredLeftEye[0])\n",
    "    desiredDist *= self.desiredFaceWidth\n",
    "    scale = desiredDist / dist\n",
    "        \n",
    "    # compute center (x, y)-coordinates (i.e., the median point)\n",
    "    # between the two eyes in the input image\n",
    "    eyesCenter = ((leftEyeCenter[0] + rightEyeCenter[0]) // 2,\n",
    "            (leftEyeCenter[1] + rightEyeCenter[1]) // 2)\n",
    " \n",
    "    # grab the rotation matrix for rotating and scaling the face\n",
    "    M = cv2.getRotationMatrix2D(eyesCenter, angle, scale)\n",
    " \n",
    "    # update the translation component of the matrix\n",
    "    tX = self.desiredFaceWidth * 0.5\n",
    "    tY = self.desiredFaceHeight * self.desiredLeftEye[1]\n",
    "    M[0, 2] += (tX - eyesCenter[0])\n",
    "    M[1, 2] += (tY - eyesCenter[1])\n",
    "        \n",
    "    # apply the affine transformation\n",
    "    (w, h) = (self.desiredFaceWidth, self.desiredFaceHeight)\n",
    "    #output = cv2.warpAffine(image, M, (w, h), flags=cv2.INTER_CUBIC)\n",
    "    output = cv2.warpAffine(gray, M, (w, h), flags=cv2.INTER_CUBIC)\n",
    "    # return the aligned face\n",
    "    return output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-12T22:17:19.614670Z",
     "start_time": "2019-02-12T14:17:07.862Z"
    }
   },
   "source": [
    "## d. Final Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-12T16:05:13.021110Z",
     "start_time": "2019-04-12T16:04:23.186825Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n",
      "/anaconda3/lib/python3.6/site-packages/scipy/ndimage/interpolation.py:583: UserWarning: From scipy 0.13.0, the output shape of zoom() is calculated with round() instead of int() - for these inputs the size of the returned array has changed.\n",
      "  \"the returned array has changed.\", UserWarning)\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-86-ef9e235ffc0f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0mgray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcvtColor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCOLOR_BGR2GRAY\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0mrects\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mface_detect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m     \u001b[0;31m#gray, detected_faces, coord = detect_face(frame)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m     \u001b[0;32mtry\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "#Lancer la capture video\n",
    "video_capture = cv2.VideoCapture(0)\n",
    "\n",
    "while True:\n",
    "    # Capture frame-by-frame\n",
    "    ret, frame = video_capture.read()\n",
    "    \n",
    "    face_index = 0\n",
    "    \n",
    "    gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n",
    "    rects = face_detect(gray, 1)\n",
    "    #gray, detected_faces, coord = detect_face(frame)\n",
    "    try : \n",
    "        for (i, rect) in enumerate(rects):\n",
    "\n",
    "            shape = predictor_landmarks(gray, rect)\n",
    "            shape = face_utils.shape_to_np(shape)\n",
    "\n",
    "            # Identify face coordinates\n",
    "            (x, y, w, h) = face_utils.rect_to_bb(rect)\n",
    "            face = gray[y:y+h,x:x+w]\n",
    "\n",
    "            #Zoom on extracted face\n",
    "            face = zoom(face, (shape_x / face.shape[0],shape_y / face.shape[1]))\n",
    "\n",
    "            #Cast type float\n",
    "            face = face.astype(np.float32)\n",
    "\n",
    "            #Scale\n",
    "            face /= float(face.max())\n",
    "            face = np.reshape(face.flatten(), (1, 48, 48, 1))\n",
    "\n",
    "            #Make Prediction\n",
    "            prediction = model.predict(face)\n",
    "            prediction_result = np.argmax(prediction)\n",
    "\n",
    "            # Rectangle around the face\n",
    "            cv2.rectangle(frame, (x, y), (x + w, y + h), (0, 255, 0), 2)\n",
    "\n",
    "            cv2.putText(frame, \"Face #{}\".format(i + 1), (x - 10, y - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)\n",
    "\n",
    "            for (j, k) in shape:\n",
    "                cv2.circle(frame, (j, k), 1, (0, 0, 255), -1)\n",
    "\n",
    "            # 12. Add prediction probabilities\n",
    "            cv2.putText(frame, \"----------------\",(40,100 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 0)\n",
    "            cv2.putText(frame, \"Emotional report : Face #\" + str(i+1),(40,120 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 0)\n",
    "            cv2.putText(frame, \"Angry : \" + str(round(prediction[0][0],3)),(40,140 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 0)\n",
    "            cv2.putText(frame, \"Disgust : \" + str(round(prediction[0][1],3)),(40,160 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 0)\n",
    "            cv2.putText(frame, \"Fear : \" + str(round(prediction[0][2],3)),(40,180 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 1)\n",
    "            cv2.putText(frame, \"Happy : \" + str(round(prediction[0][3],3)),(40,200 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 1)\n",
    "            cv2.putText(frame, \"Sad : \" + str(round(prediction[0][4],3)),(40,220 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 1)\n",
    "            cv2.putText(frame, \"Surprise : \" + str(round(prediction[0][5],3)),(40,240 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 1)\n",
    "            cv2.putText(frame, \"Neutral : \" + str(round(prediction[0][6],3)),(40,260 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 1)\n",
    "\n",
    "            # draw extracted face in the top right corner\n",
    "            #frame[face_index * shape_x: (face_index + 1) * shape_x, -1 * shape_y - 1:-1, :] = cv2.cvtColor(face * 255, cv2.COLOR_GRAY2RGB)\n",
    "\n",
    "            # 13. Annotate main image with a label\n",
    "            if prediction_result == 0 :\n",
    "                cv2.putText(frame, \"Angry\",(x+w-10,y-10), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)\n",
    "            elif prediction_result == 1 :\n",
    "                cv2.putText(frame, \"Disgust\",(x+w-10,y-10), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)\n",
    "            elif prediction_result == 2 :\n",
    "                cv2.putText(frame, \"Fear\",(x+w-10,y-10), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)\n",
    "            elif prediction_result == 3 :\n",
    "                cv2.putText(frame, \"Happy\",(x+w-10,y-10), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)\n",
    "            elif prediction_result == 4 :\n",
    "                cv2.putText(frame, \"Sad\",(x+w-10,y-10), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)\n",
    "            elif prediction_result == 5 :\n",
    "                cv2.putText(frame, \"Surprise\",(x+w-10,y-10), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)\n",
    "            else :\n",
    "                cv2.putText(frame, \"Neutral\",(x+w-10,y-10), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)\n",
    "\n",
    "            # 5. Eye Detection and Blink Count\n",
    "            leftEye = shape[lStart:lEnd]\n",
    "            rightEye = shape[rStart:rEnd]\n",
    "\n",
    "            # Compute Eye Aspect Ratio\n",
    "            leftEAR = eye_aspect_ratio(leftEye)\n",
    "            rightEAR = eye_aspect_ratio(rightEye)\n",
    "            ear = (leftEAR + rightEAR) / 2.0\n",
    "\n",
    "            # And plot its contours\n",
    "            leftEyeHull = cv2.convexHull(leftEye)\n",
    "            rightEyeHull = cv2.convexHull(rightEye)\n",
    "            cv2.drawContours(frame, [leftEyeHull], -1, (0, 255, 0), 1)\n",
    "            cv2.drawContours(frame, [rightEyeHull], -1, (0, 255, 0), 1)\n",
    "\n",
    "            # Compute total blinks and frequency\n",
    "            #if ear < thresh:\n",
    "                #flag += 1\n",
    "                #cv2.putText(frame, \"Blink\", (10, 200), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 0)\n",
    "\n",
    "            #cv2.putText(frame, \"Total blinks : \" + str(flag), (40, 280 + 180*i), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 0)\n",
    "            #cv2.putText(frame, \"Blink Frequency : \" + str(int(flag/j)), (40, 220), cv2.FONT_HERSHEY_SIMPLEX, 0.5, 155, 0)\n",
    "\n",
    "            # 6. Detect Nose\n",
    "            nose = shape[nStart:nEnd]\n",
    "            noseHull = cv2.convexHull(nose)\n",
    "            cv2.drawContours(frame, [noseHull], -1, (0, 255, 0), 1)\n",
    "\n",
    "            # 7. Detect Mouth\n",
    "            mouth = shape[mStart:mEnd]\n",
    "            mouthHull = cv2.convexHull(mouth)\n",
    "            cv2.drawContours(frame, [mouthHull], -1, (0, 255, 0), 1)\n",
    "\n",
    "            # 8. Detect Jaw\n",
    "            jaw = shape[jStart:jEnd]\n",
    "            jawHull = cv2.convexHull(jaw)\n",
    "            cv2.drawContours(frame, [jawHull], -1, (0, 255, 0), 1)\n",
    "\n",
    "            # 9. Detect Eyebrows\n",
    "            ebr = shape[ebrStart:ebrEnd]\n",
    "            ebrHull = cv2.convexHull(ebr)\n",
    "            cv2.drawContours(frame, [ebrHull], -1, (0, 255, 0), 1)\n",
    "            ebl = shape[eblStart:eblEnd]\n",
    "            eblHull = cv2.convexHull(ebl)\n",
    "            cv2.drawContours(frame, [eblHull], -1, (0, 255, 0), 1)\n",
    "\n",
    "        cv2.putText(frame,'Number of Faces : ' + str(len(rects)),(40, 40), cv2.FONT_HERSHEY_SIMPLEX, 1, 155, 1)\n",
    "        cv2.imshow('Video', frame)\n",
    "    except :\n",
    "        pass\n",
    "    \n",
    "    if cv2.waitKey(1) & 0xFF == ord('q'):\n",
    "        break\n",
    "\n",
    "# When everything is done, release the capture\n",
    "video_capture.release()\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T11:11:01.475946Z",
     "start_time": "2018-12-27T11:11:01.129845Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(1,1,1)\n",
    "\n",
    "def animate(i) :\n",
    "    graph_data = emotion\n",
    "    xs = []\n",
    "    ys = []\n",
    "    for emo in graph_data:\n",
    "        xs.append(emo[0])\n",
    "        ys.append(emo[1])\n",
    "    ax1.clear()\n",
    "    ax1.plot(xs,ys)\n",
    "\n",
    "ani = animation.FuncAnimation(fig, animate, interval=1000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# X. Sources"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Visualization : https://github.com/JostineHo/mememoji/blob/master/data_visualization.ipynb\n",
    "- State of the art Architecture : https://github.com/amineHorseman/facial-expression-recognition-using-cnn\n",
    "- Eyes Tracking : https://www.pyimagesearch.com/2017/04/24/eye-blink-detection-opencv-python-dlib/\n",
    "- Face Alignment : https://www.pyimagesearch.com/2017/05/22/face-alignment-with-opencv-and-python/\n",
    "- C.Pramerdorfer,  and  M.Kampel.Facial  Expression  Recognition  using  Con-volutional  Neural  Networks:  State  of  the  Art.  Computer  Vision  Lab,  TU  Wien. https://arxiv.org/pdf/1612.02903.pdf\n",
    "- A Brief Review of Facial Emotion Recognition Based\n",
    "on Visual Information : https://www.mdpi.com/1424-8220/18/2/401/pdf\n",
    "- Going deeper in facial expression recognition using deep neural networks : https://ieeexplore.ieee.org/document/7477450"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
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